
RAG
Claim Predictor
A spatio-temporal prediction model for mining-related property damage claims, integrating spatial data with complex mining and claims datasets to forecast future incidents and visualize risk areas.
Insurance & Risk
Flood, wind, and wildfire risk models. Claims prediction and prioritization. Catastrophe response tools. Exposure aggregation across portfolios. We build the software and data pipelines that insurers, reinsurers, and risk consultants use to price, plan, and pay intelligently.
What We Deliver
Flood, heat, wildfire, and storm risk modeling at property and portfolio scale. Models that combine climate data, asset exposure, and loss history into usable risk scores.
AI models that predict claim severity and prioritize reviewer attention after catastrophe events. Reduce time-to-settlement for high-impact claims while catching fraud earlier.
Location-level enrichment for underwriters: building attributes, peril exposure, accessibility, and demographic context in a single risk profile.
Real-time visualizations that aggregate exposure, claim volume, and field reports during and after catastrophic events. Built for crisis operations, not post-mortem reporting.
How We Work
Insurance models live or die by calibration. We work with actuaries and risk modelers to integrate proprietary loss data with open environmental datasets, producing models that perform on real portfolios, not just test data.
Our climate and flood modeling experience transfers directly into insurance work. The Berlin flood risk project, for example, produced methods that insurers have since adopted for urban peril modeling.
We ship models as operable software, not reports. Underwriters, claims managers, and catastrophe response teams get interfaces they use daily, not PDFs that sit in inboxes.
Selected Projects

RAG
A spatio-temporal prediction model for mining-related property damage claims, integrating spatial data with complex mining and claims datasets to forecast future incidents and visualize risk areas.

EGLV
A digitized task-allocation system for improving situational awareness, task dispatching, and workforce management during flooding events, enabling real-time coordination for management and field workers.
Related Products & Services
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